Inverse Problems in Population Balances. Determination of Aggregation Kernel by Weighted Residuals

被引:25
作者
Chakraborty, Jayanta [1 ]
Kumar, Jitendra [2 ]
Singh, Mehakpreet [2 ]
Mahoney, Alan [3 ]
Ramkrishna, Doraiswami [3 ]
机构
[1] Indian Inst Technol, Dept Chem Engn, Kharagpur 721302, W Bengal, India
[2] Indian Inst Technol, Dept Math, Kharagpur 721302, W Bengal, India
[3] Purdue Univ, W Lafayette, IN 47907 USA
关键词
LIQUID-LIQUID DISPERSIONS; DROP-SIZE DISTRIBUTIONS; BREAKAGE FUNCTIONS; MICROMECHANICAL MODEL; BROWNIAN MOTION; PRECIPITATION; COALESCENCE; COAGULATION; KINETICS; RATES;
D O I
10.1021/acs.iecr.5b01368
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The phenomenology of particulate systems are embedded into the population balance model through breakage, aggregation, or growth kernels. Aggregation kernel is a difficult kernel to predict from first principle because of its nonlinear nature. In this work we demonstrate a new methodology to obtain the aggregation kernel through inverse problem approach. This new approach is based on the method of weighted residuals and does not rely on specific traits of the system like self-similarity. The residual approach reduces the inverse problem into solution of a set of linear equations. However, the system of equations is badly conditioned and therefore requires regularization for accurate solution. In this work Tikhonov regularization technique has been used. The new method has been demonstrated successfully for constant, sum, and product kernel.
引用
收藏
页码:10530 / 10538
页数:9
相关论文
共 30 条
[1]   Aggregation during precipitation from solution: A method for extracting rates from experimental data [J].
Bramley, AS ;
Hounslow, MJ ;
Ryall, RL .
JOURNAL OF COLLOID AND INTERFACE SCIENCE, 1996, 183 (01) :155-165
[2]   Aggregation during precipitation from solution. Kinetics for calcium oxalate monohydrate [J].
Bramley, AS ;
Hounslow, MJ ;
Ryall, RL .
CHEMICAL ENGINEERING SCIENCE, 1997, 52 (05) :747-757
[3]  
DRAKE RL, 1972, TOPICS CURRENT AEROS, V3, P201
[4]   A MICROLEVEL-BASED CHARACTERIZATION OF GRANULATION PHENOMENA [J].
ENNIS, BJ ;
TARDOS, G ;
PFEFFER, R .
POWDER TECHNOLOGY, 1991, 65 (1-3) :257-272
[5]   Improved solution methods for an inverse problem related to a population balance model in chemical engineering [J].
Groh, Andreas ;
Krebs, Jochen .
INVERSE PROBLEMS, 2012, 28 (08)
[6]   ON THEORY OF COAGULATION OF NONINTERACTING PARTICLES IN BROWNIAN MOTION [J].
HIDY, GM .
JOURNAL OF COLLOID SCIENCE, 1965, 20 (02) :123-&
[7]   A micro-mechanical model for the rate of aggregation during precipitation from solution [J].
Hounslow, MJ ;
Mumtaz, HS ;
Collier, AP ;
Barrick, JP ;
Bramley, AS .
CHEMICAL ENGINEERING SCIENCE, 2001, 56 (07) :2543-2552
[8]   Toward a unified framework for the derivation of breakage functions based on the statistical theory of turbulence [J].
Kostoglou, M ;
Karabelas, AJ .
CHEMICAL ENGINEERING SCIENCE, 2005, 60 (23) :6584-6595
[9]   On the self-similar solution of fragmentation equation: Numerical evaluation with implications for the inverse problem [J].
Kostoglou, M ;
Karabelas, AJ .
JOURNAL OF COLLOID AND INTERFACE SCIENCE, 2005, 284 (02) :571-581
[10]   A micro-mechanical model for the rate of aggregation during precipitation from solution [J].
Liew, TL ;
Barrick, JP ;
Hounslow, MJ .
CHEMICAL ENGINEERING & TECHNOLOGY, 2003, 26 (03) :282-285